# David的AI全景图 (@gh_4e92fc6b5c7f) on wechat

- id: koinon:creator:wechat_gh_4e92fc6b5c7f
- url: https://koinonlink.com/kol/wechat/gh_4e92fc6b5c7f
- schema_version: 1.4

## Identity
- platform: wechat
- handle: gh_4e92fc6b5c7f
- platform_url: https://mp.weixin.qq.com/s/XUFm0OEeuQNfa9ZBXMdTbg
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- posts_observed: 1
- verified: false
- size_tier: nano

## Engagement
- status: not_measurable_on_platform
- status_note: This platform publishes no follower count, so an engagement RATE has no denominator here. No amount of further collection can produce one — it is a property of the platform, not a gap in our data.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: AI product trends and releases, WeChat ecosystem innovations, Early-stage AI agent tools, Creative applications of AI in design and content, Emerging AI platforms from major tech companies, Tech event experiences and takeaways
- bio: 近期文章:一觉醒来，Fable5和阿根廷都还在 / 看完达芬奇传，又发现几个草诀歌原型 / [contact removed]插件来了，这交互我打99分

## Audience (inferred)
- status: present
- description: Tech enthusiasts and early adopters interested in AI products, emerging tech trends, and digital creativity tools
- roles: general_ai
- seniority: practitioner
- pain_points: Struggling to keep up with the rapid pace of AI product releases and updates, Finding it hard to evaluate which new AI tools are genuinely useful vs. hype, Overwhelmed by the sheer volume of new features and integrations across platforms like WeChat and ByteDance
- posts_analysed: 11
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 60
- authenticity_basis: platform_default
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [wechat_gh_4e92fc6b5c7f#609fd4dd] 一觉醒来，Fable5和阿根廷都还在 (https://mp.weixin.qq.com/s/XUFm0OEeuQNfa9ZBXMdTbg)
- [wechat_gh_4e92fc6b5c7f#f9314928] 看完达芬奇传，又发现几个草诀歌原型
- [wechat_gh_4e92fc6b5c7f#9ccfc194] [contact removed]插件来了，这交互我打99分
- [wechat_gh_4e92fc6b5c7f#1b782e23] 喜迎GPT5.4发布
- [wechat_gh_4e92fc6b5c7f#cb9c7373] 参加Vibe之夜的感受，算做2025的小总结
- [wechat_gh_4e92fc6b5c7f#ac61c7ae] 产品笔记#11 | 帮你10分钟消化一个长视频的“AI好记”
- [wechat_gh_4e92fc6b5c7f#d5b559fc] AI产品笔记#11｜Personal agent马卡龙
- [wechat_gh_4e92fc6b5c7f#333f4e28] AI设计活动推荐 | 7月的阿里D20大会别错过

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=n/a, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=n/a, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=85, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.25, freshness_days=85, method=Fixed value 60. This platform exposes no public follower count, so no authenticity heuristic is run at all. The number is a placeholder, not a measurement. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=85, method=llm_partner_fit_classifier + fit_score >= 0.5 => A; >= 0.35 => B; else C. authenticity is not an input. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=85, method=platform_profile

## Freshness
- profile_checked_days_ago: 85
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 7
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=wechat_gh_4e92fc6b5c7f
- Request removal: https://koinonlink.com/claim?k=wechat_gh_4e92fc6b5c7f
- Terms: https://koinonlink.com/for-ai